{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5a13594c",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> 记录者：李许娣 </font>\n",
    "\n",
    "<font color=gray size=4> week06:数据实践-liepin </font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0bbc268d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "url = \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=&suggestTag=&workYearCode=0&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&sfrom=search_job_pc&scene=condition&skId=gmjlfu5tjweo7q2cp47sh2aly4ootwua&fkId=gmjlfu5tjweo7q2cp47sh2aly4ootwua&ckId=gmjlfu5tjweo7q2cp47sh2aly4ootwua&suggestId=\"\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0233879e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ba45112e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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title=\"广州麻醉医生招聘\">广州麻醉医生招聘</a><a href=\"https://www.liepin.com/city-gz/career/youxishiji/\" target=\"_blank\" title=\"广州游戏开发工程师招聘\">广州游戏开发工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/zhongyaoyanfa/\" target=\"_blank\" title=\"广州中药研发招聘\">广州中药研发招聘</a><a href=\"https://www.liepin.com/city-gz/career/510012/\" target=\"_blank\" title=\"广州规划设计师招聘\">广州规划设计师招聘</a><a href=\"https://www.liepin.com/city-gz/career/LvYouGuWen/\" target=\"_blank\" title=\"广州旅游顾问招聘\">广州旅游顾问招聘</a><a href=\"https://www.liepin.com/city-gz/career/jiexiegcs/\" target=\"_blank\" title=\"广州机械工程师招聘\">广州机械工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/jianzhudianqigongchengshi/\" target=\"_blank\" title=\"广州建筑电气工程师招聘\">广州建筑电气工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/zhengquanfenxishi/\" target=\"_blank\" title=\"广州证券分析师招聘\">广州证券分析师招聘</a><a href=\"https://www.liepin.com/city-gz/career/dianziruanjian/\" target=\"_blank\" title=\"广州嵌入式软件开发招聘\">广州嵌入式软件开发招聘</a><a href=\"https://www.liepin.com/city-gz/career/xinpiankaifa/\" target=\"_blank\" title=\"广州集成电路IC设计/应用工程师招聘\">广州集成电路IC设计/应用工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/yaowuhecheng/\" target=\"_blank\" title=\"广州药物合成招聘\">广州药物合成招聘</a><a href=\"https://www.liepin.com/city-gz/career/360327/\" target=\"_blank\" title=\"广州测试开发招聘\">广州测试开发招聘</a><a href=\"https://www.liepin.com/city-gz/career/170207/\" target=\"_blank\" title=\"广州爆破工程师招聘\">广州爆破工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/yimeizixun/\" target=\"_blank\" title=\"广州医美咨询招聘\">广州医美咨询招聘</a><a href=\"https://www.liepin.com/city-gz/career/gongchengjianli/\" target=\"_blank\" title=\"广州工程监理招聘\">广州工程监理招聘</a><a href=\"https://www.liepin.com/city-gz/career/maoyijl/\" target=\"_blank\" title=\"广州国内贸易经理/主管招聘\">广州国内贸易经理/主管招聘</a><a href=\"https://www.liepin.com/city-gz/career/tongxinbiaozhunhua/\" target=\"_blank\" title=\"广州通信标准化工程师招聘\">广州通信标准化工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/250240/\" 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href=\"https://www.liepin.com/city-gz/industry/dzsw/\" target=\"_blank\" title=\"广州电子商务招聘\">广州电子商务招聘</a><a href=\"https://www.liepin.com/city-gz/industry/xls/\" target=\"_blank\" title=\"广州新零售招聘\">广州新零售招聘</a><a href=\"https://www.liepin.com/city-gz/industry/jsjyj/\" target=\"_blank\" title=\"广州计算机硬件招聘\">广州计算机硬件招聘</a><a href=\"https://www.liepin.com/city-gz/industry/mhtlglslky/\" target=\"_blank\" title=\"广州民航/铁路/公路/水路客运招聘\">广州民航/铁路/公路/水路客运招聘</a><a href=\"https://www.liepin.com/city-gz/industry/xwhcby/\" target=\"_blank\" title=\"广州新闻和出版业招聘\">广州新闻和出版业招聘</a><a href=\"https://www.liepin.com/city-gz/industry/fdczlzj/\" target=\"_blank\" title=\"广州房地产租赁/中介招聘\">广州房地产租赁/中介招聘</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/city-sz/\" target=\"_blank\" title=\"深圳招聘\">深圳招聘</a><a href=\"https://www.liepin.com/city-jieyang/\" target=\"_blank\" 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href=\"https://www.liepin.com/company/gs89551183/\" target=\"_blank\" title=\"广州市裕兴布匹辅料城新源服装配料店\">广州市裕兴布匹辅料城新源服装配料店</a><a href=\"https://www.liepin.com/company/gs91274026/\" target=\"_blank\" title=\"广州市海珠区雄安五金加工部\">广州市海珠区雄安五金加工部</a><a href=\"https://www.liepin.com/company/gs102780578/\" target=\"_blank\" title=\"广州市番禺区大石何记川味馆\">广州市番禺区大石何记川味馆</a><a href=\"https://www.liepin.com/company/gs90776865/\" target=\"_blank\" title=\"广州市运输交易市场(奥邦)江南货运部\">广州市运输交易市场(奥邦)江南货运部</a><a href=\"https://www.liepin.com/company/gs56081201/\" target=\"_blank\" title=\"香港粵旺國際集團有限公司\">香港粵旺國際集團有限公司</a><a href=\"https://www.liepin.com/company/gs82762400/\" target=\"_blank\" title=\"清远力神保健品有限公司广州办事处\">清远力神保健品有限公司广州办事处</a><a href=\"https://www.liepin.com/company/gs90002051/\" target=\"_blank\" title=\"广州经济技术开发区陈记五金白铁店\">广州经济技术开发区陈记五金白铁店</a><a href=\"https://www.liepin.com/company/gs90247371/\" target=\"_blank\" title=\"广州市东山区星之光家电市场晨曦电器店\">广州市东山区星之光家电市场晨曦电器店</a><a href=\"https://www.liepin.com/company/gs98362089/\" target=\"_blank\" title=\"广州市花都区新华彩红果冰室\">广州市花都区新华彩红果冰室</a><a href=\"https://www.liepin.com/company/gs92917744/\" target=\"_blank\" title=\"广州市增城仁欣商店\">广州市增城仁欣商店</a><a href=\"https://www.liepin.com/company/gs9426234/\" target=\"_blank\" title=\"广州御银自动柜员机技术有限公司\">广州御银自动柜员机技术有限公司</a><a href=\"https://www.liepin.com/company/gs93136254/\" target=\"_blank\" title=\"广州市萝岗区意和百货商店\">广州市萝岗区意和百货商店</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/company/13055283/\" target=\"_blank\" title=\"东莞市友顺人力资源有限公司\">东莞市友顺人力资源有限公司</a><a href=\"https://www.liepin.com/company/9633956/\" target=\"_blank\" title=\"广州赢赢信息科技有限公司\">广州赢赢信息科技有限公司</a><a href=\"https://www.liepin.com/company/10017523/\" target=\"_blank\" title=\"广州山水网络科技有限公司\">广州山水网络科技有限公司</a><a href=\"https://www.liepin.com/company/8096412/\" target=\"_blank\" title=\"广州兰简贸易有限公司\">广州兰简贸易有限公司</a><a href=\"https://www.liepin.com/company/7919995/\" target=\"_blank\" title=\"广州市雕宝数控设备有限公司\">广州市雕宝数控设备有限公司</a><a href=\"https://www.liepin.com/company/9090803/\" target=\"_blank\" title=\"广东富怡实业集团有限公司\">广东富怡实业集团有限公司</a><a href=\"https://www.liepin.com/company/8186625/\" target=\"_blank\" title=\"广东劲翔金卡有限公司\">广东劲翔金卡有限公司</a><a href=\"https://www.liepin.com/company/8514171/\" target=\"_blank\" title=\"广东佳莱投资控股有限公司\">广东佳莱投资控股有限公司</a><a href=\"https://www.liepin.com/company/7978438/\" target=\"_blank\" title=\"人印股份\">人印股份</a><a href=\"https://www.liepin.com/company/12773709/\" target=\"_blank\" title=\"滨洋国际\">滨洋国际</a><a href=\"https://www.liepin.com/company/12912579/\" target=\"_blank\" title=\"魂起网络\">魂起网络</a><a href=\"https://www.liepin.com/company/7985619/\" target=\"_blank\" title=\"锐博生物\">锐博生物</a><a href=\"https://www.liepin.com/company/9232634/\" target=\"_blank\" title=\"广州学人文化传媒有限公司\">广州学人文化传媒有限公司</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://m.liepin.com/gz/zhaopin/\" target=\"_blank\" title=\"广州招聘\">广州招聘</a>\\n                </div>\\n            </div>\\n            \\n            <div class=\"common-current-position\">\\n                <div class=\"row-label\">当前位置：</div>\\n                <div class=\"row-content\" >\\n                    \\n                        <a href=\"https://www.liepin.com/city-gz/\">广州招聘网</a> <span>></span>\\n                    \\n                        <a href=\"https://www.liepin.com/city-gz/zhaopin/?scene=seo\">广州招聘信息</a> \\n                    \\n                </div>\\n            </div>\\n        </div>\\n    </section>\\n\\n  \\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/polyfill-vendors.59bbc6e9.js\"></script>\\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/react-vendors.a415e8f0.js\"></script>\\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/runtime.75ee3d5f.js\"></script>\\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/common.f4f69a22.js\"></script>\\n\\n  <script crossorigin=\"anonymous\" src=\"https://concat.lietou-static.com/fe-www-pc/v6/js/pages/search-jobs.5bfaebd1.js\"></script>\\n  <!-- footer -->\\n  \\n    <iframe id=\"common-footer\" width=\"100%\" scrolling=\"no\" src=\"https://wow.liepin.com/t1009027/index.html\" frameborder=\"0\"></iframe>\\n    <script>window.addEventListener(\\'message\\', function(event) {if (event.data && event.data.type === \\'footer-height\\') {document.querySelector(\\'#common-footer\\').setAttribute(\\'height\\', event.data.height + \\'px\\') }}, false) </script>\\n\\n  <!-- imc -->\\n  \\n    <script>\\n        (function () {\\n            var imEntryScript = \\'<script crossOrigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-imc-pc/v6/latest/entry.js?q=\\'.concat(\\n                Math.floor(Date.now() / 180000),\\n                \\'\"><\\\\/script>\\'\\n            );\\n            document.write(imEntryScript);\\n        })();\\n    </script>\\n\\n\\n  \\n    \\n    \\n    <script type=\"application/ld+json\">\\n        {\\n            \"@context\": \"https://ziyuan.baidu.com/contexts/cambrian.jsonld\",\\n            \"appid\": \"1586030202028057\",\\n            \"@id\": \"https://www.liepin.com/city-gz/zhaopin/?scene=seo\",\\n            \"title\": \"【广州招聘信息_广州人才网招聘信息】-猎聘\",\\n            \"description\": \"猎聘广州招聘信息提供真实的广州人才招聘信息，广州招聘信息有超过10000多高薪人才招聘信息职位任你选，找广州招聘信息就来广州人才网招聘信息频道。\",\\n            \"upDate\": \"2023-03-31T08:00:00\",\\n            \"data\": {\\n                \"WebPage\": {\\n                    \"headline\": \"【广州招聘信息_广州人才网招聘信息】-猎聘\",\\n                    \"pcUrl\": \"https://www.liepin.com/city-gz/zhaopin/?scene=seo\",\\n                    \"wapUrl\": \"https://m.liepin.com/gz/zhaopin/?scene=seo\"\\n                }\\n            }\\n        }\\n    </script>\\n\\n  \\n    <script>var _hmt = _hmt || [];\\n    (function () {\\n        var hm = document.createElement(\"script\");\\n        hm.src = \"//hm.baidu.com/hm.js?a2647413544f5a04f00da7eee0d5e200\";\\n        var s = document.getElementsByTagName(\"script\")[0];\\n        s.parentNode.insertBefore(hm, s);\\n    })();</script>\\n<!--    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-lib-pc/v6/secscan/0.1.0/secscan-remote.js\"></script>-->\\n\\n  \\n    <!--百度推送-->\\n    <script>\\n        (function () {\\n            var bp = document.createElement(\\'script\\');\\n            var curProtocol = window.location.protocol.split(\\':\\')[0];\\n            if (curProtocol === \\'https\\') {\\n                bp.src = \\'https://zz.bdstatic.com/linksubmit/push.js\\';\\n            } else {\\n                bp.src = \\'http://push.zhanzhang.baidu.com/push.js\\';\\n            }\\n            var s = document.getElementsByTagName(\"script\")[0];\\n            s.parentNode.insertBefore(bp, s);\\n        })();\\n    </script>\\n    <!--360 推送 todo js资源会报错，先注释掉-->\\n    <!--    <script src=\"https://jspassport.ssl.qhimg.com/11.0.1.js?4cc89993e2a252b7fd4d5d5c9d350c50\" id=\"sozz\"></script>-->\\n\\n  <!-- tlog -->\\n  \\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-lib-pc/v6/tlog/2.0.11/tlog.min.bf0d2cc6.js\"></script>\\n\\n</body>\\n</html>'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ca48a5ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "sel = 'div.jsx-2297469327.job-card-pc-container'\n",
    "content_datas = r.html.find(sel)\n",
    "title = []\n",
    "\n",
    "for content in content_datas:\n",
    "    print(content)  \n",
    "    # 反爬虫网站 返回为空"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "131e7cf3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'dataInfo': '%7B%22jobId%22%3A%2243972673%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某深圳大型游戏公司', 'compIndustry': '游戏', 'compScale': '500-999人', 'link': ''}, 'job': {'labels': ['游戏测试'], 'requireWorkYears': '5-10年', 'salary': '150-200k', 'dq': '深圳', 'jobId': '43972673', 'title': '技术中台-游戏测试总监', 'topJob': False, 'advViewFlag': False, 'refreshTime': '20230311114946', 'jobKind': '1', 'link': 'https://www.liepin.com/a/43972673.shtml', 'requireEduLevel': '学历不限', 'dataPromId': 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'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'imId': '470e4ba35c366cde71de52c3bc0b6279', 'imUserType': '2', 'chatted': False, 'recruiterName': '陶女士', 'recruiterTitle': '猎头顾问', 'recruiterId': '4d94eae35a95ed3cb9a4810f8be977aa', 'recruiterPhoto': '5f8e3bb38dbe6273dcf7699f08u.png'}, 'dataParams': '{\"userId\":\"4d94eae35a95ed3cb9a4810f8be977aa\",\"imId\":\"470e4ba35c366cde71de52c3bc0b6279\",\"imUserType\":\"2\",\"jobId\":\"44423671\",\"recruiterName\":\"陶女士\",\"jobKind\":\"1\",\"recruiterPhoto\":\"5f8e3bb38dbe6273dcf7699f08u.png\"}'}]}, 'pagination': {'totalCounts': 800, 'totalPage': 10, 'pageSize': 40, 'currentPage': 0, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"游戏测试\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "# 伪装 普通用户浏览器使用\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20f81036",
   "metadata": {},
   "outputs": [],
   "source": [
    "## 信息变化比较的大的网站、社媒数据 动态加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c66ea84d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a8d6425c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       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     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.text"
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  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "70d75492",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "963865db",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList']).to_excel('liepin_游戏测试.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65561f01",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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